{
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  {
   "cell_type": "markdown",
   "id": "2d3a5e13",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "# 图像分类数据集\n",
    "\n",
    "MNIST数据集\n",
    "是图像分类中广泛使用的数据集之一，但作为基准数据集过于简单。\n",
    "我们将使用类似但更复杂的Fashion-MNIST数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "555b9f78",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-31T02:52:11.869376Z",
     "iopub.status.busy": "2022-07-31T02:52:11.869001Z",
     "iopub.status.idle": "2022-07-31T02:52:16.368931Z",
     "shell.execute_reply": "2022-07-31T02:52:16.368215Z"
    },
    "origin_pos": 2,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import torch\n",
    "import torchvision\n",
    "from torch.utils import data\n",
    "from torchvision import transforms\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09c68f28",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "通过框架中的内置函数将Fashion-MNIST数据集下载并读取到内存中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b78fd896",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-31T02:52:16.479781Z",
     "iopub.status.busy": "2022-07-31T02:52:16.479296Z",
     "iopub.status.idle": "2022-07-31T02:52:16.486721Z",
     "shell.execute_reply": "2022-07-31T02:52:16.486090Z"
    },
    "origin_pos": 9,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60000, 10000)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trans = transforms.ToTensor() # 不然的话，数据类型是PIL.Image.Image\n",
    "mnist_train = torchvision.datasets.FashionMNIST(\n",
    "    root=\"../data\", train=True, transform=trans, download=False)\n",
    "mnist_test = torchvision.datasets.FashionMNIST(\n",
    "    root=\"../data\", train=False, transform=trans, download=False)\n",
    "\n",
    "len(mnist_train), len(mnist_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "108cb5bf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-31T02:52:16.492191Z",
     "iopub.status.busy": "2022-07-31T02:52:16.491880Z",
     "iopub.status.idle": "2022-07-31T02:52:16.497613Z",
     "shell.execute_reply": "2022-07-31T02:52:16.496988Z"
    },
    "origin_pos": 12,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 28, 28])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mnist_train[0][0].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4533b07d",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "两个可视化数据集的函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "fdb2064b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-31T02:52:16.509626Z",
     "iopub.status.busy": "2022-07-31T02:52:16.509341Z",
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     "shell.execute_reply": "2022-07-31T02:52:16.514491Z"
    },
    "origin_pos": 17,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "def get_fashion_mnist_labels(labels):  \n",
    "    ''' labels是一个标签向量（一系列类型为int的标签），把tensor([9, 0, 0, 3, 0, 2, 7, 2, 5, 5, 0, 9, 5, 5, 7, 9, 1, 0])转换为['t-shirt', 'trouser', 'pullover', 'dress', 'coat',\n",
    "                   'sandal', 'shirt', 'sneaker', 'bag', 'ankle boot']'''\n",
    "    \"\"\"返回Fashion-MNIST数据集的文本标签\"\"\"\n",
    "    text_labels = ['t-shirt', 'trouser', 'pullover', 'dress', 'coat',\n",
    "                   'sandal', 'shirt', 'sneaker', 'bag', 'ankle boot']\n",
    "    return [text_labels[int(i)] for i in labels]\n",
    "\n",
    "def show_images(imgs, num_rows, num_cols, titles=None, scale=1.5):  \n",
    "    \"\"\"绘制图像列表\"\"\"\n",
    "    figsize = (num_cols * scale, num_rows * scale)\n",
    "    _, axes = plt.subplots(num_rows, num_cols, figsize=figsize) # return figs, axes\n",
    "    axes = axes.flatten()\n",
    "    for i, (ax, img) in enumerate(zip(axes, imgs)):\n",
    "        if torch.is_tensor(img):\n",
    "            ax.imshow(img.numpy())\n",
    "        else:\n",
    "            ax.imshow(img)\n",
    "        ax.axes.get_xaxis().set_visible(False)\n",
    "        ax.axes.get_yaxis().set_visible(False)\n",
    "        if titles:\n",
    "            ax.set_title(titles[i])\n",
    "    return axes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbfc2539",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "几个样本的图像及其相应的标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "82b5b206",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-31T02:52:16.518834Z",
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     "iopub.status.idle": "2022-07-31T02:52:17.299799Z",
     "shell.execute_reply": "2022-07-31T02:52:17.299075Z"
    },
    "origin_pos": 20,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
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       "<Figure size 1350x300 with 18 Axes>"
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   ],
   "source": [
    "X, y = next(iter(data.DataLoader(mnist_train, batch_size=18)))\n",
    "_ = show_images(X.reshape(18, 28, 28), 2, 9, titles=get_fashion_mnist_labels(y))"
   ]
  },
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   "id": "ab6f04f2",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
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   },
   "source": [
    "读取一小批量数据，大小为`batch_size`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "a4ba15c9",
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    {
     "data": {
      "text/plain": [
       "'1.30 sec'"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batch_size = 256\n",
    "\n",
    "def get_dataloader_workers():  \n",
    "    \"\"\"使用4个进程来读取数据\"\"\"\n",
    "    return 4\n",
    "\n",
    "train_iter = data.DataLoader(mnist_train, batch_size, shuffle=True,  # mnist_train类型：torchvision.datasets.mnist.FashionMNIST\n",
    "                             num_workers=get_dataloader_workers())\n",
    "\n",
    "# 试一下扫一遍全部数据需要多长时间（可以调整进程数）\n",
    "import time\n",
    "start = time.time()\n",
    "for X, y in train_iter:\n",
    "    continue\n",
    "f'{time.time()-start:.2f} sec'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e71713b3",
   "metadata": {},
   "source": [
    "把上面所有的自定义的函数都放在下面的函数里。"
   ]
  },
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   "cell_type": "markdown",
   "id": "d6a309d4",
   "metadata": {
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   },
   "source": [
    "定义`load_data_fashion_mnist`函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "562b2e89",
   "metadata": {
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X: torch.Size([32, 1, 64, 64]), 数据类型torch.float32,\n",
      "y: torch.Size([32]), 数据类型torch.int64\n"
     ]
    }
   ],
   "source": [
    "def load_data_fashion_mnist(batch_size, resize=None):  \n",
    "    \"\"\"下载Fashion-MNIST数据集，然后将其加载到内存中\"\"\"\n",
    "    trans = [transforms.ToTensor()]\n",
    "    if resize:\n",
    "        trans.insert(0, transforms.Resize(resize)) # resize是把小图片放大,在0之前插入\n",
    "    trans = transforms.Compose(trans)\n",
    "    mnist_train = torchvision.datasets.FashionMNIST(\n",
    "        root=\"../data\", train=True, transform=trans, download=False)\n",
    "    mnist_test = torchvision.datasets.FashionMNIST(\n",
    "        root=\"../data\", train=False, transform=trans, download=False)\n",
    "    return (data.DataLoader(mnist_train, batch_size, shuffle=True,\n",
    "                            num_workers=get_dataloader_workers()),\n",
    "            data.DataLoader(mnist_test, batch_size, shuffle=False,\n",
    "                            num_workers=get_dataloader_workers()))\n",
    "\n",
    "train_iter, test_iter = load_data_fashion_mnist(32, resize=64)\n",
    "for X, y in train_iter:\n",
    "    print(f'X: {X.shape}, 数据类型{X.dtype},\\ny: {y.shape}, 数据类型{y.dtype}')\n",
    "    break"
   ]
  }
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